Search Results Dacheng Tao

Found 714 papers, 319 papers with code

On Dropping Clusters to Regularize Graph Convolutional Neural Networks

no code implementations ECCV 2020 Xikun Zhang, Chang Xu, DaCheng Tao

Dropout has been widely adopted to regularize graph convolutional networks (GCNs) by randomly zeroing entries of the node feature vectors and obtains promising performance on various tasks.

Action Recognition Skeleton Based Action Recognition

Hallucinating Visual Instances in Total Absentia

no code implementations ECCV 2020 Jiayan Qiu, Yiding Yang, Xinchao Wang, DaCheng Tao

This seemingly minor difference in fact makes the HVITA a much challenging task, as the restoration algorithm would have to not only infer the category of the object in total absentia, but also hallucinate an object of which the appearance is consistent with the background.

Hallucination Image Inpainting +1

Polysemy Deciphering Network for Human-Object Interaction Detection

1 code implementation ECCV 2020 Xubin Zhong, Changxing Ding, Xian Qu, DaCheng Tao

First, PD-Net augments human pose and spatial features for HOI detection using language priors, enabling the verb classifiers to receive language hints that reduce the intra-class variation of the same verb.

Human-Object Interaction Detection Object +1

LTF: A Label Transformation Framework for Correcting Label Shift

no code implementations ICML 2020 Jiaxian Guo, Mingming Gong, Tongliang Liu, Kun Zhang, DaCheng Tao

Distribution shift is a major obstacle to the deployment of current deep learning models on real-world problems.

Deep Streaming Label Learning

1 code implementation ICML 2020 Zhen Wang, Liu Liu, DaCheng Tao

In order to fill in these research gaps, we propose a novel deep neural network (DNN) based framework, Deep Streaming Label Learning (DSLL), to classify instances with newly emerged labels effectively.

Multi-Label Learning

Redistributing Low-Frequency Words: Making the Most of Monolingual Data in Non-Autoregressive Translation

1 code implementation ACL 2022 Liang Ding, Longyue Wang, Shuming Shi, DaCheng Tao, Zhaopeng Tu

In this work, we provide an appealing alternative for NAT – monolingual KD, which trains NAT student on external monolingual data with AT teacher trained on the original bilingual data.

Knowledge Distillation Translation +1

Label-Noise Robust Domain Adaptation

no code implementations ICML 2020 Xiyu Yu, Tongliang Liu, Mingming Gong, Kun Zhang, Kayhan Batmanghelich, DaCheng Tao

Domain adaptation aims to correct the classifiers when faced with distribution shift between source (training) and target (test) domains.

Denoising Domain Adaptation

Deepfake Generation and Detection: A Benchmark and Survey

1 code implementation26 Mar 2024 Gan Pei, Jiangning Zhang, Menghan Hu, Guangtao Zhai, Chengjie Wang, Zhenyu Zhang, Jian Yang, Chunhua Shen, DaCheng Tao

In addition to the advancements in deepfake generation, corresponding detection technologies need to continuously evolve to regulate the potential misuse of deepfakes, such as for privacy invasion and phishing attacks.

Attribute Face Reenactment +2

Object Detectors in the Open Environment: Challenges, Solutions, and Outlook

no code implementations24 Mar 2024 Siyuan Liang, Wei Wang, Ruoyu Chen, Aishan Liu, Boxi Wu, Ee-Chien Chang, Xiaochun Cao, DaCheng Tao

This paper aims to bridge this gap by conducting a comprehensive review and analysis of object detectors in open environments.

Incremental Learning Object